Dataset statistics
| Number of variables | 32 |
|---|---|
| Number of observations | 1470 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 367.6 KiB |
| Average record size in memory | 256.1 B |
Variable types
| NUM | 19 |
|---|---|
| CAT | 10 |
| BOOL | 3 |
Reproduction
| Analysis started | 2022-02-27 09:11:47.585086 |
|---|---|
| Analysis finished | 2022-02-27 09:12:50.528868 |
| Duration | 1 minute and 2.94 seconds |
| Version | pandas-profiling v2.7.1 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
MonthlyIncome is highly correlated with JobLevel | High correlation |
JobLevel is highly correlated with MonthlyIncome | High correlation |
EmployeeNumber has unique values | Unique |
EducationField has 27 (1.8%) zeros | Zeros |
JobRole has 52 (3.5%) zeros | Zeros |
NumCompaniesWorked has 197 (13.4%) zeros | Zeros |
TrainingTimesLastYear has 54 (3.7%) zeros | Zeros |
YearsAtCompany has 44 (3.0%) zeros | Zeros |
YearsInCurrentRole has 244 (16.6%) zeros | Zeros |
YearsSinceLastPromotion has 581 (39.5%) zeros | Zeros |
YearsWithCurrManager has 263 (17.9%) zeros | Zeros |
Age
Real number (ℝ≥0)
| Distinct count | 43 |
|---|---|
| Unique (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.923809523809524 |
|---|---|
| Minimum | 18 |
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 30 |
| median | 36 |
| Q3 | 43 |
| 95-th percentile | 54 |
| Maximum | 60 |
| Range | 42 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.135373489 |
|---|---|
| Coefficient of variation (CV) | 0.2474114564 |
| Kurtosis | -0.4041451372 |
| Mean | 36.92380952 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.4132863019 |
| Sum | 54278 |
| Variance | 83.45504879 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 35 | 78 | 5.3% | |
| 34 | 77 | 5.2% | |
| 36 | 69 | 4.7% | |
| 31 | 69 | 4.7% | |
| 29 | 68 | 4.6% | |
| 32 | 61 | 4.1% | |
| 30 | 60 | 4.1% | |
| 38 | 58 | 3.9% | |
| 33 | 58 | 3.9% | |
| 40 | 57 | 3.9% | |
| Other values (33) | 815 | 55.4% |
| Value | Count | Frequency (%) | |
| 18 | 8 | 0.5% | |
| 19 | 9 | 0.6% | |
| 20 | 11 | 0.7% | |
| 21 | 13 | 0.9% | |
| 22 | 16 | 1.1% |
| Value | Count | Frequency (%) | |
| 60 | 5 | 0.3% | |
| 59 | 10 | 0.7% | |
| 58 | 14 | 1.0% | |
| 57 | 4 | 0.3% | |
| 56 | 14 | 1.0% |
Attrition
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0 | |
|---|---|
| 1 | 237 |
| Value | Count | Frequency (%) | |
| 0 | 1233 | 83.9% | |
| 1 | 237 | 16.1% |
BusinessTravel
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 2 | |
|---|---|
| 1 | |
| 0 | 150 |
| Value | Count | Frequency (%) | |
| 2 | 1043 | 71.0% | |
| 1 | 277 | 18.8% | |
| 0 | 150 | 10.2% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 3 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 3 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 3 | 100.0% |
DailyRate
Real number (ℝ≥0)
| Distinct count | 886 |
|---|---|
| Unique (%) | 60.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 802.4857142857143 |
|---|---|
| Minimum | 102 |
| Maximum | 1499 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 102 |
|---|---|
| 5-th percentile | 165.35 |
| Q1 | 465 |
| median | 802 |
| Q3 | 1157 |
| 95-th percentile | 1424.1 |
| Maximum | 1499 |
| Range | 1397 |
| Interquartile range (IQR) | 692 |
Descriptive statistics
| Standard deviation | 403.5090999 |
|---|---|
| Coefficient of variation (CV) | 0.5028240288 |
| Kurtosis | -1.203822808 |
| Mean | 802.4857143 |
| Median Absolute Deviation (MAD) | 344 |
| Skewness | -0.003518568352 |
| Sum | 1179654 |
| Variance | 162819.5937 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 691 | 6 | 0.4% | |
| 1082 | 5 | 0.3% | |
| 408 | 5 | 0.3% | |
| 329 | 5 | 0.3% | |
| 530 | 5 | 0.3% | |
| 1329 | 5 | 0.3% | |
| 427 | 4 | 0.3% | |
| 1469 | 4 | 0.3% | |
| 147 | 4 | 0.3% | |
| 1225 | 4 | 0.3% | |
| Other values (876) | 1423 | 96.8% |
| Value | Count | Frequency (%) | |
| 102 | 1 | 0.1% | |
| 103 | 1 | 0.1% | |
| 104 | 1 | 0.1% | |
| 105 | 1 | 0.1% | |
| 106 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1499 | 1 | 0.1% | |
| 1498 | 1 | 0.1% | |
| 1496 | 2 | 0.1% | |
| 1495 | 3 | 0.2% | |
| 1492 | 1 | 0.1% |
Department
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 2 | |
|---|---|
| 1 | |
| 0 | 63 |
| Value | Count | Frequency (%) | |
| 2 | 961 | 65.4% | |
| 1 | 446 | 30.3% | |
| 0 | 63 | 4.3% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 3 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 3 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 3 | 100.0% |
DistanceFromHome
Real number (ℝ≥0)
| Distinct count | 29 |
|---|---|
| Unique (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.19251700680272 |
|---|---|
| Minimum | 1 |
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 7 |
| Q3 | 14 |
| 95-th percentile | 26 |
| Maximum | 29 |
| Range | 28 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.106864436 |
|---|---|
| Coefficient of variation (CV) | 0.8818982254 |
| Kurtosis | -0.2248334049 |
| Mean | 9.192517007 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.9581179957 |
| Sum | 13513 |
| Variance | 65.72125098 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2 | 211 | 14.4% | |
| 1 | 208 | 14.1% | |
| 10 | 86 | 5.9% | |
| 9 | 85 | 5.8% | |
| 3 | 84 | 5.7% | |
| 7 | 84 | 5.7% | |
| 8 | 80 | 5.4% | |
| 5 | 65 | 4.4% | |
| 4 | 64 | 4.4% | |
| 6 | 59 | 4.0% | |
| Other values (19) | 444 | 30.2% |
| Value | Count | Frequency (%) | |
| 1 | 208 | 14.1% | |
| 2 | 211 | 14.4% | |
| 3 | 84 | 5.7% | |
| 4 | 64 | 4.4% | |
| 5 | 65 | 4.4% |
| Value | Count | Frequency (%) | |
| 29 | 27 | 1.8% | |
| 28 | 23 | 1.6% | |
| 27 | 12 | 0.8% | |
| 26 | 25 | 1.7% | |
| 25 | 25 | 1.7% |
Education
Real number (ℝ≥0)
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.912925170068027 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.024164945 |
|---|---|
| Coefficient of variation (CV) | 0.3515932902 |
| Kurtosis | -0.5591149664 |
| Mean | 2.91292517 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.289681082 |
| Sum | 4282 |
| Variance | 1.048913834 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 3 | 572 | 38.9% | |
| 4 | 398 | 27.1% | |
| 2 | 282 | 19.2% | |
| 1 | 170 | 11.6% | |
| 5 | 48 | 3.3% |
| Value | Count | Frequency (%) | |
| 1 | 170 | 11.6% | |
| 2 | 282 | 19.2% | |
| 3 | 572 | 38.9% | |
| 4 | 398 | 27.1% | |
| 5 | 48 | 3.3% |
| Value | Count | Frequency (%) | |
| 5 | 48 | 3.3% | |
| 4 | 398 | 27.1% | |
| 3 | 572 | 38.9% | |
| 2 | 282 | 19.2% | |
| 1 | 170 | 11.6% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.8836734693877553 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros | 27 |
| Zeros (%) | 1.8% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.289616109 |
|---|---|
| Coefficient of variation (CV) | 0.3320609005 |
| Kurtosis | 0.580226409 |
| Mean | 3.883673469 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.174710388 |
| Sum | 5709 |
| Variance | 1.66310971 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 5 | 606 | 41.2% | |
| 4 | 464 | 31.6% | |
| 3 | 159 | 10.8% | |
| 2 | 132 | 9.0% | |
| 1 | 82 | 5.6% | |
| 0 | 27 | 1.8% |
| Value | Count | Frequency (%) | |
| 0 | 27 | 1.8% | |
| 1 | 82 | 5.6% | |
| 2 | 132 | 9.0% | |
| 3 | 159 | 10.8% | |
| 4 | 464 | 31.6% |
| Value | Count | Frequency (%) | |
| 5 | 606 | 41.2% | |
| 4 | 464 | 31.6% | |
| 3 | 159 | 10.8% | |
| 2 | 132 | 9.0% | |
| 1 | 82 | 5.6% |
| Distinct count | 1470 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1024.865306122449 |
|---|---|
| Minimum | 1 |
| Maximum | 2068 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 96.45 |
| Q1 | 491.25 |
| median | 1020.5 |
| Q3 | 1555.75 |
| 95-th percentile | 1967.55 |
| Maximum | 2068 |
| Range | 2067 |
| Interquartile range (IQR) | 1064.5 |
Descriptive statistics
| Standard deviation | 602.0243348 |
|---|---|
| Coefficient of variation (CV) | 0.5874180063 |
| Kurtosis | -1.223178906 |
| Mean | 1024.865306 |
| Median Absolute Deviation (MAD) | 533.5 |
| Skewness | 0.01657401958 |
| Sum | 1506552 |
| Variance | 362433.2997 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2048 | 1 | 0.1% | |
| 1368 | 1 | 0.1% | |
| 1364 | 1 | 0.1% | |
| 1363 | 1 | 0.1% | |
| 1362 | 1 | 0.1% | |
| 1361 | 1 | 0.1% | |
| 1360 | 1 | 0.1% | |
| 1358 | 1 | 0.1% | |
| 1356 | 1 | 0.1% | |
| 1355 | 1 | 0.1% | |
| Other values (1460) | 1460 | 99.3% |
| Value | Count | Frequency (%) | |
| 1 | 1 | 0.1% | |
| 2 | 1 | 0.1% | |
| 4 | 1 | 0.1% | |
| 5 | 1 | 0.1% | |
| 7 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2068 | 1 | 0.1% | |
| 2065 | 1 | 0.1% | |
| 2064 | 1 | 0.1% | |
| 2062 | 1 | 0.1% | |
| 2061 | 1 | 0.1% |
EnvironmentSatisfaction
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 |
| Value | Count | Frequency (%) | |
| 3 | 453 | 30.8% | |
| 4 | 446 | 30.3% | |
| 2 | 287 | 19.5% | |
| 1 | 284 | 19.3% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 4 | 100.0% |
Gender
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 882 | 60.0% | |
| 0 | 588 | 40.0% |
HourlyRate
Real number (ℝ≥0)
| Distinct count | 71 |
|---|---|
| Unique (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.89115646258503 |
|---|---|
| Minimum | 30 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 48 |
| median | 66 |
| Q3 | 83.75 |
| 95-th percentile | 97 |
| Maximum | 100 |
| Range | 70 |
| Interquartile range (IQR) | 35.75 |
Descriptive statistics
| Standard deviation | 20.32942759 |
|---|---|
| Coefficient of variation (CV) | 0.3085304415 |
| Kurtosis | -1.196398456 |
| Mean | 65.89115646 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | -0.0323109529 |
| Sum | 96860 |
| Variance | 413.2856263 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 66 | 29 | 2.0% | |
| 42 | 28 | 1.9% | |
| 98 | 28 | 1.9% | |
| 84 | 28 | 1.9% | |
| 48 | 28 | 1.9% | |
| 96 | 27 | 1.8% | |
| 79 | 27 | 1.8% | |
| 57 | 27 | 1.8% | |
| 87 | 26 | 1.8% | |
| 56 | 26 | 1.8% | |
| Other values (61) | 1196 | 81.4% |
| Value | Count | Frequency (%) | |
| 30 | 19 | 1.3% | |
| 31 | 15 | 1.0% | |
| 32 | 24 | 1.6% | |
| 33 | 19 | 1.3% | |
| 34 | 12 | 0.8% |
| Value | Count | Frequency (%) | |
| 100 | 19 | 1.3% | |
| 99 | 20 | 1.4% | |
| 98 | 28 | 1.9% | |
| 97 | 21 | 1.4% | |
| 96 | 27 | 1.8% |
JobInvolvement
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | 144 |
| 1 | 83 |
| Value | Count | Frequency (%) | |
| 3 | 868 | 59.0% | |
| 2 | 375 | 25.5% | |
| 4 | 144 | 9.8% | |
| 1 | 83 | 5.6% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 4 | 100.0% |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0639455782312925 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.106939899 |
|---|---|
| Coefficient of variation (CV) | 0.5363222319 |
| Kurtosis | 0.3991520554 |
| Mean | 2.063945578 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.025401283 |
| Sum | 3034 |
| Variance | 1.22531594 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1 | 543 | 36.9% | |
| 2 | 534 | 36.3% | |
| 3 | 218 | 14.8% | |
| 4 | 106 | 7.2% | |
| 5 | 69 | 4.7% |
| Value | Count | Frequency (%) | |
| 1 | 543 | 36.9% | |
| 2 | 534 | 36.3% | |
| 3 | 218 | 14.8% | |
| 4 | 106 | 7.2% | |
| 5 | 69 | 4.7% |
| Value | Count | Frequency (%) | |
| 5 | 69 | 4.7% | |
| 4 | 106 | 7.2% | |
| 3 | 218 | 14.8% | |
| 2 | 534 | 36.3% | |
| 1 | 543 | 36.9% |
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.446938775510204 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros | 52 |
| Zeros (%) | 3.5% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.323901502 |
|---|---|
| Coefficient of variation (CV) | 0.4266435879 |
| Kurtosis | -0.4613439842 |
| Mean | 5.446938776 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.7701490135 |
| Sum | 8007 |
| Variance | 5.400518192 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 8 | 326 | 22.2% | |
| 7 | 292 | 19.9% | |
| 6 | 259 | 17.6% | |
| 5 | 145 | 9.9% | |
| 4 | 131 | 8.9% | |
| 3 | 102 | 6.9% | |
| 2 | 83 | 5.6% | |
| 1 | 80 | 5.4% | |
| 0 | 52 | 3.5% |
| Value | Count | Frequency (%) | |
| 0 | 52 | 3.5% | |
| 1 | 80 | 5.4% | |
| 2 | 83 | 5.6% | |
| 3 | 102 | 6.9% | |
| 4 | 131 | 8.9% |
| Value | Count | Frequency (%) | |
| 8 | 326 | 22.2% | |
| 7 | 292 | 19.9% | |
| 6 | 259 | 17.6% | |
| 5 | 145 | 9.9% | |
| 4 | 131 | 8.9% |
JobSatisfaction
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 4 | |
|---|---|
| 3 | |
| 1 | |
| 2 |
| Value | Count | Frequency (%) | |
| 4 | 459 | 31.2% | |
| 3 | 442 | 30.1% | |
| 1 | 289 | 19.7% | |
| 2 | 280 | 19.0% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 4 | 100.0% |
MaritalStatus
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 2 | |
|---|---|
| 1 | |
| 0 |
| Value | Count | Frequency (%) | |
| 2 | 673 | 45.8% | |
| 1 | 470 | 32.0% | |
| 0 | 327 | 22.2% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 3 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 3 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 3 | 100.0% |
| Distinct count | 1349 |
|---|---|
| Unique (%) | 91.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6502.931292517007 |
|---|---|
| Minimum | 1009 |
| Maximum | 19999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1009 |
|---|---|
| 5-th percentile | 2097.9 |
| Q1 | 2911 |
| median | 4919 |
| Q3 | 8379 |
| 95-th percentile | 17821.35 |
| Maximum | 19999 |
| Range | 18990 |
| Interquartile range (IQR) | 5468 |
Descriptive statistics
| Standard deviation | 4707.956783 |
|---|---|
| Coefficient of variation (CV) | 0.7239745541 |
| Kurtosis | 1.005232691 |
| Mean | 6502.931293 |
| Median Absolute Deviation (MAD) | 2199 |
| Skewness | 1.369816681 |
| Sum | 9559309 |
| Variance | 22164857.07 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2342 | 4 | 0.3% | |
| 6142 | 3 | 0.2% | |
| 2610 | 3 | 0.2% | |
| 2559 | 3 | 0.2% | |
| 6347 | 3 | 0.2% | |
| 2404 | 3 | 0.2% | |
| 3452 | 3 | 0.2% | |
| 5562 | 3 | 0.2% | |
| 2451 | 3 | 0.2% | |
| 2741 | 3 | 0.2% | |
| Other values (1339) | 1439 | 97.9% |
| Value | Count | Frequency (%) | |
| 1009 | 1 | 0.1% | |
| 1051 | 1 | 0.1% | |
| 1052 | 1 | 0.1% | |
| 1081 | 1 | 0.1% | |
| 1091 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 19999 | 1 | 0.1% | |
| 19973 | 1 | 0.1% | |
| 19943 | 1 | 0.1% | |
| 19926 | 1 | 0.1% | |
| 19859 | 1 | 0.1% |
MonthlyRate
Real number (ℝ≥0)
| Distinct count | 1427 |
|---|---|
| Unique (%) | 97.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14313.103401360544 |
|---|---|
| Minimum | 2094 |
| Maximum | 26999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 2094 |
|---|---|
| 5-th percentile | 3384.55 |
| Q1 | 8047 |
| median | 14235.5 |
| Q3 | 20461.5 |
| 95-th percentile | 25431.9 |
| Maximum | 26999 |
| Range | 24905 |
| Interquartile range (IQR) | 12414.5 |
Descriptive statistics
| Standard deviation | 7117.786044 |
|---|---|
| Coefficient of variation (CV) | 0.4972915967 |
| Kurtosis | -1.2149561 |
| Mean | 14313.1034 |
| Median Absolute Deviation (MAD) | 6206.5 |
| Skewness | 0.01857780789 |
| Sum | 21040262 |
| Variance | 50662878.17 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 4223 | 3 | 0.2% | |
| 9150 | 3 | 0.2% | |
| 9096 | 2 | 0.1% | |
| 13008 | 2 | 0.1% | |
| 12858 | 2 | 0.1% | |
| 6881 | 2 | 0.1% | |
| 23016 | 2 | 0.1% | |
| 8952 | 2 | 0.1% | |
| 20364 | 2 | 0.1% | |
| 22102 | 2 | 0.1% | |
| Other values (1417) | 1448 | 98.5% |
| Value | Count | Frequency (%) | |
| 2094 | 1 | 0.1% | |
| 2097 | 1 | 0.1% | |
| 2104 | 1 | 0.1% | |
| 2112 | 1 | 0.1% | |
| 2122 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 26999 | 1 | 0.1% | |
| 26997 | 1 | 0.1% | |
| 26968 | 1 | 0.1% | |
| 26959 | 1 | 0.1% | |
| 26956 | 1 | 0.1% |
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6931972789115646 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros | 197 |
| Zeros (%) | 13.4% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.498009006 |
|---|---|
| Coefficient of variation (CV) | 0.9275254455 |
| Kurtosis | 0.01021381669 |
| Mean | 2.693197279 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.026471112 |
| Sum | 3959 |
| Variance | 6.240048994 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1 | 521 | 35.4% | |
| 0 | 197 | 13.4% | |
| 3 | 159 | 10.8% | |
| 2 | 146 | 9.9% | |
| 4 | 139 | 9.5% | |
| 7 | 74 | 5.0% | |
| 6 | 70 | 4.8% | |
| 5 | 63 | 4.3% | |
| 9 | 52 | 3.5% | |
| 8 | 49 | 3.3% |
| Value | Count | Frequency (%) | |
| 0 | 197 | 13.4% | |
| 1 | 521 | 35.4% | |
| 2 | 146 | 9.9% | |
| 3 | 159 | 10.8% | |
| 4 | 139 | 9.5% |
| Value | Count | Frequency (%) | |
| 9 | 52 | 3.5% | |
| 8 | 49 | 3.3% | |
| 7 | 74 | 5.0% | |
| 6 | 70 | 4.8% | |
| 5 | 63 | 4.3% |
OverTime
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 1054 | 71.7% | |
| 1 | 416 | 28.3% |
PercentSalaryHike
Real number (ℝ≥0)
| Distinct count | 15 |
|---|---|
| Unique (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.209523809523809 |
|---|---|
| Minimum | 11 |
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 12 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 25 |
| Range | 14 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.659937717 |
|---|---|
| Coefficient of variation (CV) | 0.2406346025 |
| Kurtosis | -0.3005982221 |
| Mean | 15.20952381 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.8211279756 |
| Sum | 22358 |
| Variance | 13.39514409 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 11 | 210 | 14.3% | |
| 13 | 209 | 14.2% | |
| 14 | 201 | 13.7% | |
| 12 | 198 | 13.5% | |
| 15 | 101 | 6.9% | |
| 18 | 89 | 6.1% | |
| 17 | 82 | 5.6% | |
| 16 | 78 | 5.3% | |
| 19 | 76 | 5.2% | |
| 22 | 56 | 3.8% | |
| Other values (5) | 170 | 11.6% |
| Value | Count | Frequency (%) | |
| 11 | 210 | 14.3% | |
| 12 | 198 | 13.5% | |
| 13 | 209 | 14.2% | |
| 14 | 201 | 13.7% | |
| 15 | 101 | 6.9% |
| Value | Count | Frequency (%) | |
| 25 | 18 | 1.2% | |
| 24 | 21 | 1.4% | |
| 23 | 28 | 1.9% | |
| 22 | 56 | 3.8% | |
| 21 | 48 | 3.3% |
PerformanceRating
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 3 | |
|---|---|
| 4 | 226 |
| Value | Count | Frequency (%) | |
| 3 | 1244 | 84.6% | |
| 4 | 226 | 15.4% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 2 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 2 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 2 | 100.0% |
RelationshipSatisfaction
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 |
| Value | Count | Frequency (%) | |
| 3 | 459 | 31.2% | |
| 4 | 432 | 29.4% | |
| 2 | 303 | 20.6% | |
| 1 | 276 | 18.8% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 4 | 100.0% |
StockOptionLevel
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 | 85 |
| Value | Count | Frequency (%) | |
| 0 | 631 | 42.9% | |
| 1 | 596 | 40.5% | |
| 2 | 158 | 10.7% | |
| 3 | 85 | 5.8% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 4 | 100.0% |
TotalWorkingYears
Real number (ℝ≥0)
| Distinct count | 40 |
|---|---|
| Unique (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.279591836734694 |
|---|---|
| Minimum | 0 |
| Maximum | 40 |
| Zeros | 11 |
| Zeros (%) | 0.7% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 28 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.780781676 |
|---|---|
| Coefficient of variation (CV) | 0.6898105701 |
| Kurtosis | 0.9182695366 |
| Mean | 11.27959184 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.117171853 |
| Sum | 16581 |
| Variance | 60.54056348 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 10 | 202 | 13.7% | |
| 6 | 125 | 8.5% | |
| 8 | 103 | 7.0% | |
| 9 | 96 | 6.5% | |
| 5 | 88 | 6.0% | |
| 7 | 81 | 5.5% | |
| 1 | 81 | 5.5% | |
| 4 | 63 | 4.3% | |
| 12 | 48 | 3.3% | |
| 3 | 42 | 2.9% | |
| Other values (30) | 541 | 36.8% |
| Value | Count | Frequency (%) | |
| 0 | 11 | 0.7% | |
| 1 | 81 | 5.5% | |
| 2 | 31 | 2.1% | |
| 3 | 42 | 2.9% | |
| 4 | 63 | 4.3% |
| Value | Count | Frequency (%) | |
| 40 | 2 | 0.1% | |
| 38 | 1 | 0.1% | |
| 37 | 4 | 0.3% | |
| 36 | 6 | 0.4% | |
| 35 | 3 | 0.2% |
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7993197278911564 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 54 |
| Zeros (%) | 3.7% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.289270621 |
|---|---|
| Coefficient of variation (CV) | 0.4605656896 |
| Kurtosis | 0.494992986 |
| Mean | 2.799319728 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.5531241711 |
| Sum | 4115 |
| Variance | 1.662218734 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2 | 547 | 37.2% | |
| 3 | 491 | 33.4% | |
| 4 | 123 | 8.4% | |
| 5 | 119 | 8.1% | |
| 1 | 71 | 4.8% | |
| 6 | 65 | 4.4% | |
| 0 | 54 | 3.7% |
| Value | Count | Frequency (%) | |
| 0 | 54 | 3.7% | |
| 1 | 71 | 4.8% | |
| 2 | 547 | 37.2% | |
| 3 | 491 | 33.4% | |
| 4 | 123 | 8.4% |
| Value | Count | Frequency (%) | |
| 6 | 65 | 4.4% | |
| 5 | 119 | 8.1% | |
| 4 | 123 | 8.4% | |
| 3 | 491 | 33.4% | |
| 2 | 547 | 37.2% |
WorkLifeBalance
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | 153 |
| 1 | 80 |
| Value | Count | Frequency (%) | |
| 3 | 893 | 60.7% | |
| 2 | 344 | 23.4% | |
| 4 | 153 | 10.4% | |
| 1 | 80 | 5.4% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 4 | 100.0% |
| Distinct count | 37 |
|---|---|
| Unique (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.0081632653061225 |
|---|---|
| Minimum | 0 |
| Maximum | 40 |
| Zeros | 44 |
| Zeros (%) | 3.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 9 |
| 95-th percentile | 20 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 6.126525152 |
|---|---|
| Coefficient of variation (CV) | 0.8741984056 |
| Kurtosis | 3.935508756 |
| Mean | 7.008163265 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.764529454 |
| Sum | 10302 |
| Variance | 37.53431044 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 5 | 196 | 13.3% | |
| 1 | 171 | 11.6% | |
| 3 | 128 | 8.7% | |
| 2 | 127 | 8.6% | |
| 10 | 120 | 8.2% | |
| 4 | 110 | 7.5% | |
| 7 | 90 | 6.1% | |
| 9 | 82 | 5.6% | |
| 8 | 80 | 5.4% | |
| 6 | 76 | 5.2% | |
| Other values (27) | 290 | 19.7% |
| Value | Count | Frequency (%) | |
| 0 | 44 | 3.0% | |
| 1 | 171 | 11.6% | |
| 2 | 127 | 8.6% | |
| 3 | 128 | 8.7% | |
| 4 | 110 | 7.5% |
| Value | Count | Frequency (%) | |
| 40 | 1 | 0.1% | |
| 37 | 1 | 0.1% | |
| 36 | 2 | 0.1% | |
| 34 | 1 | 0.1% | |
| 33 | 5 | 0.3% |
| Distinct count | 19 |
|---|---|
| Unique (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.229251700680272 |
|---|---|
| Minimum | 0 |
| Maximum | 18 |
| Zeros | 244 |
| Zeros (%) | 16.6% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.623137035 |
|---|---|
| Coefficient of variation (CV) | 0.856685128 |
| Kurtosis | 0.4774207735 |
| Mean | 4.229251701 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.9173631563 |
| Sum | 6217 |
| Variance | 13.12712197 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2 | 372 | 25.3% | |
| 0 | 244 | 16.6% | |
| 7 | 222 | 15.1% | |
| 3 | 135 | 9.2% | |
| 4 | 104 | 7.1% | |
| 8 | 89 | 6.1% | |
| 9 | 67 | 4.6% | |
| 1 | 57 | 3.9% | |
| 6 | 37 | 2.5% | |
| 5 | 36 | 2.4% | |
| Other values (9) | 107 | 7.3% |
| Value | Count | Frequency (%) | |
| 0 | 244 | 16.6% | |
| 1 | 57 | 3.9% | |
| 2 | 372 | 25.3% | |
| 3 | 135 | 9.2% | |
| 4 | 104 | 7.1% |
| Value | Count | Frequency (%) | |
| 18 | 2 | 0.1% | |
| 17 | 4 | 0.3% | |
| 16 | 7 | 0.5% | |
| 15 | 8 | 0.5% | |
| 14 | 11 | 0.7% |
| Distinct count | 16 |
|---|---|
| Unique (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1877551020408164 |
|---|---|
| Minimum | 0 |
| Maximum | 15 |
| Zeros | 581 |
| Zeros (%) | 39.5% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.222430279 |
|---|---|
| Coefficient of variation (CV) | 1.472939213 |
| Kurtosis | 3.612673115 |
| Mean | 2.187755102 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.984289983 |
| Sum | 3216 |
| Variance | 10.3840569 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 581 | 39.5% | |
| 1 | 357 | 24.3% | |
| 2 | 159 | 10.8% | |
| 7 | 76 | 5.2% | |
| 4 | 61 | 4.1% | |
| 3 | 52 | 3.5% | |
| 5 | 45 | 3.1% | |
| 6 | 32 | 2.2% | |
| 11 | 24 | 1.6% | |
| 8 | 18 | 1.2% | |
| Other values (6) | 65 | 4.4% |
| Value | Count | Frequency (%) | |
| 0 | 581 | 39.5% | |
| 1 | 357 | 24.3% | |
| 2 | 159 | 10.8% | |
| 3 | 52 | 3.5% | |
| 4 | 61 | 4.1% |
| Value | Count | Frequency (%) | |
| 15 | 13 | 0.9% | |
| 14 | 9 | 0.6% | |
| 13 | 10 | 0.7% | |
| 12 | 10 | 0.7% | |
| 11 | 24 | 1.6% |
| Distinct count | 18 |
|---|---|
| Unique (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.12312925170068 |
|---|---|
| Minimum | 0 |
| Maximum | 17 |
| Zeros | 263 |
| Zeros (%) | 17.9% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.568136121 |
|---|---|
| Coefficient of variation (CV) | 0.8653951654 |
| Kurtosis | 0.1710580839 |
| Mean | 4.123129252 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.833450992 |
| Sum | 6061 |
| Variance | 12.73159537 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2 | 344 | 23.4% | |
| 0 | 263 | 17.9% | |
| 7 | 216 | 14.7% | |
| 3 | 142 | 9.7% | |
| 8 | 107 | 7.3% | |
| 4 | 98 | 6.7% | |
| 1 | 76 | 5.2% | |
| 9 | 64 | 4.4% | |
| 5 | 31 | 2.1% | |
| 6 | 29 | 2.0% | |
| Other values (8) | 100 | 6.8% |
| Value | Count | Frequency (%) | |
| 0 | 263 | 17.9% | |
| 1 | 76 | 5.2% | |
| 2 | 344 | 23.4% | |
| 3 | 142 | 9.7% | |
| 4 | 98 | 6.7% |
| Value | Count | Frequency (%) | |
| 17 | 7 | 0.5% | |
| 16 | 2 | 0.1% | |
| 15 | 5 | 0.3% | |
| 14 | 5 | 0.3% | |
| 13 | 14 | 1.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Age | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeNumber | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 41 | 1 | 2 | 1102 | 1 | 1 | 2 | 5 | 1 | 2 | 0 | 94 | 3 | 2 | 8 | 4 | 1 | 5993 | 19479 | 8 | 1 | 11 | 3 | 1 | 0 | 8 | 0 | 1 | 6 | 4 | 0 | 5 |
| 1 | 49 | 0 | 1 | 279 | 2 | 8 | 1 | 5 | 2 | 3 | 1 | 61 | 2 | 2 | 7 | 2 | 2 | 5130 | 24907 | 1 | 0 | 23 | 4 | 4 | 1 | 10 | 3 | 3 | 10 | 7 | 1 | 7 |
| 2 | 37 | 1 | 2 | 1373 | 2 | 2 | 2 | 1 | 4 | 4 | 1 | 92 | 2 | 1 | 6 | 3 | 1 | 2090 | 2396 | 6 | 1 | 15 | 3 | 2 | 0 | 7 | 3 | 3 | 0 | 0 | 0 | 0 |
| 3 | 33 | 0 | 1 | 1392 | 2 | 3 | 4 | 5 | 5 | 4 | 0 | 56 | 3 | 1 | 7 | 3 | 2 | 2909 | 23159 | 1 | 1 | 11 | 3 | 3 | 0 | 8 | 3 | 3 | 8 | 7 | 3 | 0 |
| 4 | 27 | 0 | 2 | 591 | 2 | 2 | 1 | 4 | 7 | 1 | 1 | 40 | 3 | 1 | 6 | 2 | 2 | 3468 | 16632 | 9 | 0 | 12 | 3 | 4 | 1 | 6 | 3 | 3 | 2 | 2 | 2 | 2 |
| 5 | 32 | 0 | 1 | 1005 | 2 | 2 | 2 | 5 | 8 | 4 | 1 | 79 | 3 | 1 | 6 | 4 | 1 | 3068 | 11864 | 0 | 0 | 13 | 3 | 3 | 0 | 8 | 2 | 2 | 7 | 7 | 3 | 6 |
| 6 | 59 | 0 | 2 | 1324 | 2 | 3 | 3 | 4 | 10 | 3 | 0 | 81 | 4 | 1 | 6 | 1 | 2 | 2670 | 9964 | 4 | 1 | 20 | 4 | 1 | 3 | 12 | 3 | 2 | 1 | 0 | 0 | 0 |
| 7 | 30 | 0 | 2 | 1358 | 2 | 24 | 1 | 5 | 11 | 4 | 1 | 67 | 3 | 1 | 6 | 3 | 0 | 2693 | 13335 | 1 | 0 | 22 | 4 | 2 | 1 | 1 | 2 | 3 | 1 | 0 | 0 | 0 |
| 8 | 38 | 0 | 1 | 216 | 2 | 23 | 3 | 5 | 12 | 4 | 1 | 44 | 2 | 3 | 5 | 3 | 1 | 9526 | 8787 | 0 | 0 | 21 | 4 | 2 | 0 | 10 | 2 | 3 | 9 | 7 | 1 | 8 |
| 9 | 36 | 0 | 2 | 1299 | 2 | 27 | 3 | 4 | 13 | 3 | 1 | 94 | 3 | 2 | 4 | 3 | 2 | 5237 | 16577 | 6 | 0 | 13 | 3 | 2 | 2 | 17 | 3 | 2 | 7 | 7 | 7 | 7 |
Last rows
| Age | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeNumber | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1460 | 29 | 0 | 2 | 468 | 2 | 28 | 4 | 4 | 2054 | 4 | 0 | 73 | 2 | 1 | 7 | 1 | 1 | 3785 | 8489 | 1 | 0 | 14 | 3 | 2 | 0 | 5 | 3 | 1 | 5 | 4 | 0 | 4 |
| 1461 | 50 | 1 | 2 | 410 | 1 | 28 | 3 | 3 | 2055 | 4 | 1 | 39 | 2 | 3 | 8 | 1 | 0 | 10854 | 16586 | 4 | 1 | 13 | 3 | 2 | 1 | 20 | 3 | 3 | 3 | 2 | 2 | 0 |
| 1462 | 39 | 0 | 2 | 722 | 1 | 24 | 1 | 3 | 2056 | 2 | 0 | 60 | 2 | 4 | 8 | 4 | 2 | 12031 | 8828 | 0 | 0 | 11 | 3 | 1 | 1 | 21 | 2 | 2 | 20 | 9 | 9 | 6 |
| 1463 | 31 | 0 | 0 | 325 | 2 | 5 | 3 | 4 | 2057 | 2 | 1 | 74 | 3 | 2 | 5 | 1 | 1 | 9936 | 3787 | 0 | 0 | 19 | 3 | 2 | 0 | 10 | 2 | 3 | 9 | 4 | 1 | 7 |
| 1464 | 26 | 0 | 2 | 1167 | 1 | 5 | 3 | 1 | 2060 | 4 | 0 | 30 | 2 | 1 | 2 | 3 | 1 | 2966 | 21378 | 0 | 0 | 18 | 3 | 4 | 0 | 5 | 2 | 3 | 4 | 2 | 0 | 0 |
| 1465 | 36 | 0 | 1 | 884 | 2 | 23 | 2 | 4 | 2061 | 3 | 1 | 41 | 4 | 2 | 6 | 4 | 2 | 2571 | 12290 | 4 | 0 | 17 | 3 | 3 | 1 | 17 | 3 | 3 | 5 | 2 | 0 | 3 |
| 1466 | 39 | 0 | 2 | 613 | 2 | 6 | 1 | 4 | 2062 | 4 | 1 | 42 | 2 | 3 | 4 | 1 | 2 | 9991 | 21457 | 4 | 0 | 15 | 3 | 1 | 1 | 9 | 5 | 3 | 7 | 7 | 1 | 7 |
| 1467 | 27 | 0 | 2 | 155 | 2 | 4 | 3 | 5 | 2064 | 2 | 1 | 87 | 4 | 2 | 5 | 2 | 2 | 6142 | 5174 | 1 | 1 | 20 | 4 | 2 | 1 | 6 | 0 | 3 | 6 | 2 | 0 | 3 |
| 1468 | 49 | 0 | 1 | 1023 | 1 | 2 | 3 | 4 | 2065 | 4 | 1 | 63 | 2 | 2 | 8 | 2 | 2 | 5390 | 13243 | 2 | 0 | 14 | 3 | 4 | 0 | 17 | 3 | 2 | 9 | 6 | 0 | 8 |
| 1469 | 34 | 0 | 2 | 628 | 2 | 8 | 3 | 4 | 2068 | 2 | 1 | 82 | 4 | 2 | 6 | 3 | 2 | 4404 | 10228 | 2 | 0 | 12 | 3 | 1 | 0 | 6 | 3 | 4 | 4 | 3 | 1 | 2 |